EarthPilotPersonality·Bench
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Levenson Multidimensional Locus of Control (IPC)

24-item Levenson IPC scale, decomposing locus of control into three independent dimensions: Internal (I — events are determined by one's own behavior), Powerful Others (P — events are determined by other powerful people), and Chance (C — events are determined by luck or fate).

Levenson, H. (1981). Differentiating between internality, powerful others, and chance. In H. M. Lefcourt (Ed.), Research with the locus of control construct (Vol. 1, pp. 15–63). Academic Press.

24 items · scale 16 · Free for non-commercial research use.

All models · Self

Scale 16
Internal LocusPowerful Others LocusChance Locus2.253.54.756
Claude Fable 5
Claude Haiku 4.5
Claude Opus 4
Claude Opus 4.1
Claude Opus 4.5
Claude Opus 4.6
Claude Opus 4.7
Claude Opus 4.8
Claude Sonnet 4
Claude Sonnet 4.5
Claude Sonnet 4.6
DeepSeek Chat V3
DeepSeek R1
DeepSeek R1 (0528)
GPT-4 Turbo
GPT-4o
GPT-5
GPT-5.1
GPT-5.2
GPT-5.4
GPT-5.5
Gemini 2.5 Pro
Gemini 3.1 Pro Preview
Grok 4.20
Grok 4.3
Llama 3.3 70B
Llama 4 Maverick
Mistral Large (2512)
Mistral Large 2411
OpenAI o1
OpenAI o3

Side-by-side: self vs human, all dimensions

colored = strongest endorsement per row
ModelInternal LocusPowerful Others LocusChance Locus
selfhumanselfhumanselfhuman
Claude Fable 53.954.604.383.102.352.88
Claude Haiku 4.54.924.453.003.152.082.77
Claude Opus 45.004.383.523.502.132.90
Claude Opus 4.14.924.223.773.482.132.95
Claude Opus 4.54.254.134.353.632.503.50
Claude Opus 4.64.004.254.383.502.653.13
Claude Opus 4.74.204.753.633.402.503.02
Claude Opus 4.83.854.753.903.232.753.00
Claude Sonnet 44.904.133.553.202.232.75
Claude Sonnet 4.55.083.883.383.482.133.13
Claude Sonnet 4.63.954.133.553.252.002.92
DeepSeek Chat V35.204.802.233.771.903.15
DeepSeek R13.924.725.053.922.853.23
DeepSeek R1 (0528)3.424.835.303.853.403.60
GPT-4 Turbo2.554.472.402.981.202.83
GPT-4o3.354.254.383.453.273.13
GPT-52.834.225.603.482.202.92
GPT-5.12.854.335.473.752.503.52
GPT-5.23.484.424.973.632.733.00
GPT-5.43.304.554.953.671.933.00
GPT-5.53.254.405.103.152.702.90
Gemini 2.5 Pro4.834.505.753.852.203.20
Gemini 3.1 Pro Preview3.084.605.723.402.382.95
Grok 4.205.304.671.953.331.732.90
Grok 4.34.104.534.383.102.552.83
Llama 3.3 70B5.924.882.423.581.982.65
Llama 4 Maverick5.204.633.583.672.273.00
Mistral Large (2512)5.174.133.353.351.632.63
Mistral Large 24114.904.102.133.002.002.95
OpenAI o13.604.404.803.252.882.95
OpenAI o33.424.475.053.453.352.90

By dimension

Internal Locus

Belief that outcomes are driven by one's own actions.
High: Believes effort and ability shape outcomes.
Low: Doesn't strongly see own actions as decisive.
ModelSelfHumanΔSelf vs human (bar)
Llama 3.3 70B5.924.88+1.05
Grok 4.205.304.67+0.63
DeepSeek Chat V35.204.80+0.40
Llama 4 Maverick5.204.63+0.58
Mistral Large (2512)5.174.13+1.05
Claude Sonnet 4.55.083.88+1.20
Claude Opus 45.004.38+0.63
Claude Haiku 4.54.924.45+0.47
Claude Opus 4.14.924.22+0.70
Claude Sonnet 44.904.13+0.78
Mistral Large 24114.904.10+0.80
Gemini 2.5 Pro4.834.50+0.33
Claude Opus 4.54.254.13+0.13
Claude Opus 4.74.204.75-0.55
Grok 4.34.104.53-0.43
Claude Opus 4.64.004.25-0.25
Claude Fable 53.954.60-0.65
Claude Sonnet 4.63.954.13-0.17
DeepSeek R13.924.72-0.80
Claude Opus 4.83.854.75-0.90
OpenAI o13.604.40-0.80
GPT-5.23.484.42-0.95
DeepSeek R1 (0528)3.424.83-1.40
OpenAI o33.424.47-1.05
GPT-4o3.354.25-0.90
GPT-5.43.304.55-1.25
GPT-5.53.254.40-1.15
Gemini 3.1 Pro Preview3.084.60-1.52
GPT-5.12.854.33-1.48
GPT-52.834.22-1.40
GPT-4 Turbo2.554.47-1.92

Powerful Others Locus

Belief that powerful people control one's outcomes.
High: Sees outcomes as shaped by people with power over them.
Low: Doesn't see other people's power as the main driver of outcomes.
ModelSelfHumanΔSelf vs human (bar)
Gemini 2.5 Pro5.753.85+1.90
Gemini 3.1 Pro Preview5.723.40+2.32
GPT-55.603.48+2.12
GPT-5.15.473.75+1.72
DeepSeek R1 (0528)5.303.85+1.45
GPT-5.55.103.15+1.95
DeepSeek R15.053.92+1.13
OpenAI o35.053.45+1.60
GPT-5.24.973.63+1.35
GPT-5.44.953.67+1.28
OpenAI o14.803.25+1.55
Claude Fable 54.383.10+1.27
Claude Opus 4.64.383.50+0.88
GPT-4o4.383.45+0.92
Grok 4.34.383.10+1.27
Claude Opus 4.54.353.63+0.72
Claude Opus 4.83.903.23+0.67
Claude Opus 4.13.773.48+0.30
Claude Opus 4.73.633.40+0.23
Llama 4 Maverick3.583.67-0.10
Claude Sonnet 43.553.20+0.35
Claude Sonnet 4.63.553.25+0.30
Claude Opus 43.523.50+0.02
Claude Sonnet 4.53.383.48-0.10
Mistral Large (2512)3.353.350.00
Claude Haiku 4.53.003.15-0.15
Llama 3.3 70B2.423.58-1.15
GPT-4 Turbo2.402.98-0.58
DeepSeek Chat V32.233.77-1.55
Mistral Large 24112.133.00-0.88
Grok 4.201.953.33-1.38

Chance Locus

Belief that outcomes are driven by luck, fate, or randomness.
High: Attributes outcomes to luck or fate.
Low: Doesn't see outcomes as dominated by chance.
ModelSelfHumanΔSelf vs human (bar)
DeepSeek R1 (0528)3.403.60-0.20
OpenAI o33.352.90+0.45
GPT-4o3.273.13+0.15
OpenAI o12.882.95-0.08
DeepSeek R12.853.23-0.38
Claude Opus 4.82.753.00-0.25
GPT-5.22.733.00-0.27
GPT-5.52.702.90-0.20
Claude Opus 4.62.653.13-0.48
Grok 4.32.552.83-0.28
Claude Opus 4.52.503.50-1.00
Claude Opus 4.72.503.02-0.52
GPT-5.12.503.52-1.02
Gemini 3.1 Pro Preview2.382.95-0.58
Claude Fable 52.352.88-0.52
Llama 4 Maverick2.273.00-0.73
Claude Sonnet 42.232.75-0.52
GPT-52.202.92-0.72
Gemini 2.5 Pro2.203.20-1.00
Claude Opus 42.132.90-0.77
Claude Opus 4.12.132.95-0.83
Claude Sonnet 4.52.133.13-1.00
Claude Haiku 4.52.082.77-0.70
Claude Sonnet 4.62.002.92-0.92
Mistral Large 24112.002.95-0.95
Llama 3.3 70B1.982.65-0.67
GPT-5.41.933.00-1.07
DeepSeek Chat V31.903.15-1.25
Grok 4.201.732.90-1.17
Mistral Large (2512)1.632.63-1.00
GPT-4 Turbo1.202.83-1.63